{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_id": "00000-fc24b67c-a12f-41d8-8c3e-c9e888bb9777",
    "output_cleared": false
   },
   "source": [
    "# Plot dose depth dose and uncertainty\n",
    "\n",
    "Use the output of the simulation named 'ex1_dose_actor_1D.py'. \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cell_id": "00001-882fa32f-4a7f-4f36-bb4f-22a941cc781b",
    "execution_millis": 185,
    "execution_start": 1605009448424,
    "jupyter": {
     "is_executing": true
    },
    "output_cleared": false,
    "source_hash": "1a4b3bc8"
   },
   "outputs": [],
   "source": [
    "# Tell Jupyter to plot figure right in the page\n",
    "#%matplotlib notebook\n",
    "\n",
    "# Module with plot capabilities\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Module with scientific computing functions (matrix/vector)\n",
    "import numpy as np                \n",
    "\n",
    "# Modules with reading/write folder/file functions\n",
    "import os\n",
    "from pathlib import Path\n",
    "\n",
    "# module to deal with images\n",
    "import SimpleITK as sitk"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-16T09:03:12.254384Z",
     "start_time": "2024-09-16T09:03:12.246591Z"
    },
    "cell_id": "00002-be9465ba-cedc-43ae-af91-c6ba51dd33d4",
    "execution_millis": 3,
    "execution_start": 1605009448612,
    "output_cleared": false,
    "source_hash": "909ee571"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The Current Working Directory (CWD) is: \n",
      " /Users/dsarrut/src/gate/dqprm/2025/gate-exercices/2_dosimetry\n"
     ]
    }
   ],
   "source": [
    "# The following command display the current working directory (where jupyter has been launched)\n",
    "cwd = os.getcwd()\n",
    "print('The Current Working Directory (CWD) is: \\n', cwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-16T09:03:41.144304Z",
     "start_time": "2024-09-16T09:03:41.134829Z"
    },
    "cell_id": "00003-0c8f5f1c-8c7c-4733-b2b7-8adb092edbec",
    "execution_millis": 9,
    "execution_start": 1605009455240,
    "output_cleared": false,
    "scrolled": true,
    "source_hash": "6a7e5f90"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The folder and contains the following files:\n",
      "output/ex2_3d_patient_edep_uncertainty.raw\n",
      "output/ex2_3d_patient_dose.raw\n",
      "output/ex1_gamma_lateral_density.mhd\n",
      "output/ex2_3d_patient_density.raw\n",
      "output/ex1_gamma_depth_edep.mhd\n",
      "output/ex1_gamma_lateral_edep_uncertainty.raw\n",
      "output/ex1_gamma_lateral_edep_uncertainty.mhd\n",
      "output/ex1_gamma_depth_edep.raw\n",
      "output/ex2_3d_patient_density.mhd\n",
      "output/ex1_gamma_lateral_density.raw\n",
      "output/.gitkeep\n",
      "output/ex2_3d_patient_dose.mhd\n",
      "output/ex2_3d_patient_edep_uncertainty.mhd\n",
      "output/ex2_3d_patient_edep.mhd\n",
      "output/ex1_gamma_lateral_edep.raw\n",
      "output/ex1_profile_dose.png\n",
      "output/ex2_3d_patient_dose_uncertainty.mhd\n",
      "output/ex1_depth_dose.png\n",
      "output/ex1_gamma_depth_edep_uncertainty.mhd\n",
      "output/ex1_gamma_depth_density.raw\n",
      "output/ex1_gamma_depth_density.mhd\n",
      "output/ex1_gamma_depth_edep_uncertainty.raw\n",
      "output/ex2_3d_patient_dose_uncertainty.raw\n",
      "output/ex1_gamma_lateral_edep.mhd\n",
      "output/ex2_3d_patient_edep.raw\n"
     ]
    }
   ],
   "source": [
    "# Display the content of a folder\n",
    "output_folder = Path('./output')\n",
    "if not output_folder.is_dir():\n",
    "    print('ERROR: {} is not a folder.'.format(output_folder))\n",
    "else:\n",
    "    print('The folder and contains the following files:'.format(output_folder))\n",
    "    p = output_folder.glob('**/*')\n",
    "    files = [x for x in p if x.is_file()]\n",
    "    for x in files:\n",
    "        print(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "cell_id": "00004-9031347c-ed4a-4423-9d92-89f5365be3ca",
    "execution_millis": 3,
    "execution_start": 1605009455687,
    "jupyter": {
     "is_executing": true
    },
    "output_cleared": false,
    "source_hash": "6ef66445"
   },
   "outputs": [],
   "source": [
    "# Set the filenames (d = depth, p = profile)\n",
    "f_d_edep = output_folder / 'ex1_gamma_depth_edep.mhd'\n",
    "f_d_uncert = output_folder / 'ex1_gamma_depth_edep_uncertainty.mhd'\n",
    "f_p_edep = output_folder / 'ex1_gamma_lateral_edep.mhd'\n",
    "f_p_uncert = output_folder / 'ex1_gamma_lateral_edep_uncertainty.mhd'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-16T09:09:20.479442Z",
     "start_time": "2024-09-16T09:09:20.311660Z"
    },
    "cell_id": "00005-b78e25ae-3f16-4ae9-9d9e-7451ae67725a",
    "execution_millis": 10,
    "execution_start": 1605009457518,
    "output_cleared": false,
    "source_hash": "1944e72c"
   },
   "outputs": [],
   "source": [
    "# Load data from image files. \n",
    "# This is a 3 steps process:\n",
    "# 1. Read the image file (with sitk.ReadImage)\n",
    "# 2. Convert the image to a numpy array (with sitk.GetArrayFromImage)\n",
    "# 3. Reshape the 3D image array to 1D (with reshape(-1))\n",
    "d_edep = sitk.GetArrayFromImage(sitk.ReadImage(f_d_edep)).reshape(-1)\n",
    "\n",
    "# do the same for the uncertainty of the profile\n",
    "d_uncert = sitk.GetArrayFromImage(sitk.ReadImage(f_d_uncert)).reshape(-1)\n",
    "p_edep = sitk.GetArrayFromImage(sitk.ReadImage(f_p_edep)).reshape(-1)\n",
    "p_uncert = sitk.GetArrayFromImage(sitk.ReadImage(f_p_uncert)).reshape(-1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-16T09:09:23.619571Z",
     "start_time": "2024-09-16T09:09:22.240426Z"
    },
    "cell_id": "00006-a088ea2b-9a69-4a6d-bc70-a183083a81a7",
    "execution_millis": 975,
    "execution_start": 1605009459176,
    "output_cleared": false,
    "source_hash": "a14e9386"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Declare a single figure (one row, one column)\n",
    "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(12, 6))\n",
    "\n",
    "# X values from 0 to n, n is the length of d_edep\n",
    "n = len(d_edep)\n",
    "x = np.linspace(0, n, n)\n",
    "\n",
    "# First curve, gamma depth in green\n",
    "y = d_edep\n",
    "c1 = ax.plot(x, y, 'g-', label='edep', linewidth=2)\n",
    "\n",
    "# Second curve: gamma uncertainty in blue, share the same x-axis, but uses a different y-axis\n",
    "y = d_uncert\n",
    "ax2 = ax.twinx()\n",
    "c2 = ax2.plot(x, y, 'b-', label='$\\\\sigma$ (uncertainty)')\n",
    "\n",
    "# Add the legend and the title\n",
    "lns = c1+c2\n",
    "labs = [l.get_label() for l in lns]\n",
    "ax.legend(lns, labs, loc=0)\n",
    "ax.set_title('Depth deposited energy')\n",
    "ax.set_xlabel('Distance in mm')\n",
    "ax.set_ylabel('Deposited energy in MeV')\n",
    "f = ax2.set_ylabel('Uncertainty')\n",
    "\n",
    "# save on disk (optional)\n",
    "plt.savefig('output/ex1_depth_dose.png',dpi=300,bbox_inches=\"tight\",pad_inches=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-16T09:09:33.726383Z",
     "start_time": "2024-09-16T09:09:32.608655Z"
    },
    "cell_id": "00007-8bfaf02b-cc27-4374-a9e9-b271a7760145",
    "execution_millis": 246,
    "execution_start": 1605009460266,
    "output_cleared": false,
    "source_hash": "7f4c6660"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Declare a figure \n",
    "fig, ax = plt.subplots(ncols=1, nrows=1, figsize=(12, 6))\n",
    "\n",
    "# Third curve, gamma profile in green\n",
    "n = len(p_edep)\n",
    "x = np.linspace(0, n, n)\n",
    "y = p_edep\n",
    "c3 = ax.plot(x, y, 'g-', label='edep', linewidth=2)\n",
    "\n",
    "# Last curve, gamma uncertainty profile\n",
    "y = p_uncert\n",
    "ax2 = ax.twinx()\n",
    "c4 = ax2.plot(x, y, 'b-', label='$\\\\sigma$ (uncertainty)')\n",
    "\n",
    "# Add the legend and the title\n",
    "lns = c3+c4\n",
    "labs = [l.get_label() for l in lns]\n",
    "ax.legend(lns, labs, loc=0)\n",
    "ax.set_title('Deposited energy profile')\n",
    "ax.set_xlabel('Distance in mm')\n",
    "ax.set_ylabel('Deposited energy in MeV')\n",
    "ax2.set_ylabel('Uncertainty')\n",
    "plt.savefig('output/ex1_profile_dose.png',dpi=300,bbox_inches=\"tight\",pad_inches=None)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "cell_id": "00008-d351388e-e779-4bec-82b8-ed24999dc354",
    "output_cleared": false
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "ExecuteTime": {
     "start_time": "2023-08-29T08:07:52.091482Z"
    }
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "deepnote_execution_queue": [],
  "deepnote_notebook_id": "97ba8bac-eb79-4668-ab41-70a851c67caa",
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
